Pandas Profiling Report

Dataset statistics

Number of variables	27
Number of observations	5242
Missing cells	14805
Missing cells (%)	10.5%
Duplicate rows	1
Duplicate rows (%)	< 0.1%
Total size in memory	3.1 MiB
Average record size in memory	625.2 B

Variable types

Text	4
Numeric	20
Categorical	3

Alerts

Dataset has 1 (< 0.1%) duplicate rows	Duplicates
`52 Weeks High` is highly overall correlated with `52 Weeks Low` and 7 other fields	High correlation
`52 Weeks Low` is highly overall correlated with `52 Weeks High` and 9 other fields	High correlation
`Chiffre d'affaires` is highly overall correlated with `52 Weeks High` and 11 other fields	High correlation
`Currency` is highly overall correlated with `Chiffre d'affaires` and 4 other fields	High correlation
`Dividend Per Share Annual` is highly overall correlated with `52 Weeks Low` and 5 other fields	High correlation
`EBITDA` is highly overall correlated with `52 Weeks High` and 10 other fields	High correlation
`EPS Annual` is highly overall correlated with `52 Weeks High` and 10 other fields	High correlation
`Market Cap (in M)` is highly overall correlated with `52 Weeks High` and 10 other fields	High correlation
`Performance (52 weeks)` is highly overall correlated with `Price`	High correlation
`Price` is highly overall correlated with `52 Weeks High` and 10 other fields	High correlation
`Price 52 Weeks Ago` is highly overall correlated with `52 Weeks High` and 9 other fields	High correlation
`ROI Annual` is highly overall correlated with `52 Weeks Low` and 5 other fields	High correlation
`Résultat net` is highly overall correlated with `52 Weeks High` and 9 other fields	High correlation
`Total assets` is highly overall correlated with `Chiffre d'affaires` and 3 other fields	High correlation
`Volume 1 month` is highly overall correlated with `Chiffre d'affaires` and 3 other fields	High correlation
`Volume 52 weeks` is highly overall correlated with `Chiffre d'affaires` and 3 other fields	High correlation
`Currency` is highly imbalanced (90.8%)	Imbalance
`P/E Ratio` has 2523 (48.1%) missing values	Missing
`Beta` has 377 (7.2%) missing values	Missing
`Performance (52 weeks)` has 206 (3.9%) missing values	Missing
`Chiffre d'affaires` has 620 (11.8%) missing values	Missing
`Résultat net` has 142 (2.7%) missing values	Missing
`Sector` has 56 (1.1%) missing values	Missing
`Industry` has 56 (1.1%) missing values	Missing
`Price 52 Weeks Ago` has 177 (3.4%) missing values	Missing
`Total assets` has 160 (3.1%) missing values	Missing
`EPS Annual` has 72 (1.4%) missing values	Missing
`Dividend Per Share Annual` has 2699 (51.5%) missing values	Missing
`EBITDA CAGR (5y)` has 2769 (52.8%) missing values	Missing
`EBITDA` has 1134 (21.6%) missing values	Missing
`ROI Annual` has 101 (1.9%) missing values	Missing
`Ratio Debt/Equity (Annual)` has 139 (2.7%) missing values	Missing
`Dividend Yield Indicated Annual` has 3454 (65.9%) missing values	Missing
`Price` is highly skewed (γ1 = 28.50315029)	Skewed
`Market Cap (in M)` is highly skewed (γ1 = 26.1092932)	Skewed
`P/E Ratio` is highly skewed (γ1 = 34.05333567)	Skewed
`Volume 52 weeks` is highly skewed (γ1 = 46.11408214)	Skewed
`Volume 1 month` is highly skewed (γ1 = 28.67854287)	Skewed
`52 Weeks High` is highly skewed (γ1 = 36.29613085)	Skewed
`52 Weeks Low` is highly skewed (γ1 = 24.59222217)	Skewed
`Chiffre d'affaires` is highly skewed (γ1 = 67.22226507)	Skewed
`Résultat net` is highly skewed (γ1 = -71.38377006)	Skewed
`Price 52 Weeks Ago` is highly skewed (γ1 = 35.53222318)	Skewed
`EPS Annual` is highly skewed (γ1 = -39.02390396)	Skewed
`Dividend Per Share Annual` is highly skewed (γ1 = 50.02265371)	Skewed
`EBITDA CAGR (5y)` is highly skewed (γ1 = 49.7267385)	Skewed
`EBITDA` is highly skewed (γ1 = -63.76650563)	Skewed
`ROI Annual` is highly skewed (γ1 = -54.81442802)	Skewed
`Ratio Debt/Equity (Annual)` is highly skewed (γ1 = 36.32714722)	Skewed
`Dividend Per Share Annual` has 467 (8.9%) zeros	Zeros
`Ratio Debt/Equity (Annual)` has 1074 (20.5%) zeros	Zeros

Reproduction

Analysis started	2024-08-12 12:14:39.861490
Analysis finished	2024-08-12 12:15:18.745737
Duration	38.88 seconds
Software version	ydata-profiling vv4.9.0
Download configuration	config.json

Symbol
Text

Distinct	5204
Distinct (%)	100.0%
Missing	38
Missing (%)	0.7%
Memory size	309.3 KiB

Length

Max length	5
Median length	4
Mean length	3.6029977
Min length	1

Characters and Unicode

Total characters	18750
Distinct characters	26
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	5204 ?
Unique (%)	100.0%

Sample

1st row	TRNS
2nd row	ACRV
3rd row	COLM
4th row	ZCMD
5th row	MOVE

Value	Count	Frequency (%)
trns	1	< 0.1%
snax	1	< 0.1%
colm	1	< 0.1%
zcmd	1	< 0.1%
move	1	< 0.1%
nmih	1	< 0.1%
gnta	1	< 0.1%
allr	1	< 0.1%
rrbi	1	< 0.1%
cndt	1	< 0.1%
Other values (5194)	5194	99.8%

Most occurring characters

Value	Count	Frequency (%)
A	1322	7.1%
C	1298	6.9%
T	1240	6.6%
S	1206	6.4%
R	1176	6.3%
N	1083	5.8%
I	961	5.1%
L	931	5.0%
M	885	4.7%
E	860	4.6%
Other values (16)	7788	41.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	18750	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
A	1322	7.1%
C	1298	6.9%
T	1240	6.6%
S	1206	6.4%
R	1176	6.3%
N	1083	5.8%
I	961	5.1%
L	931	5.0%
M	885	4.7%
E	860	4.6%
Other values (16)	7788	41.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	18750	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
A	1322	7.1%
C	1298	6.9%
T	1240	6.6%
S	1206	6.4%
R	1176	6.3%
N	1083	5.8%
I	961	5.1%
L	931	5.0%
M	885	4.7%
E	860	4.6%
Other values (16)	7788	41.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	18750	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
A	1322	7.1%
C	1298	6.9%
T	1240	6.6%
S	1206	6.4%
R	1176	6.3%
N	1083	5.8%
I	961	5.1%
L	931	5.0%
M	885	4.7%
E	860	4.6%
Other values (16)	7788	41.5%

Company Name
Text

Distinct	5205
Distinct (%)	99.3%
Missing	0
Missing (%)	0.0%
Memory size	399.6 KiB

Length

Max length	76
Median length	54
Mean length	21.033384
Min length	2

Characters and Unicode

Total characters	110257
Distinct characters	74
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	5204 ?
Unique (%)	99.3%

Sample

1st row	Transcat Inc
2nd row	Acrivon Therapeutics Inc
3rd row	Columbia Sportswear Co
4th row	Zhongchao Inc
5th row	Movano Inc

Value	Count	Frequency (%)
inc	3141	18.6%
corp	896	5.3%
ltd	451	2.7%
holdings	374	2.2%
group	288	1.7%
fund	268	1.6%
co	193	1.1%
income	192	1.1%
therapeutics	186	1.1%
trust	159	0.9%
Other values (5263)	10759	63.6%

Most occurring characters

Value	Count	Frequency (%)
	11665	10.6%
n	9437	8.6%
e	7479	6.8%
o	6794	6.2%
c	6399	5.8%
i	6236	5.7%
r	6205	5.6%
a	6094	5.5%
t	5158	4.7%
s	4230	3.8%
Other values (64)	40560	36.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	110257	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	11665	10.6%
n	9437	8.6%
e	7479	6.8%
o	6794	6.2%
c	6399	5.8%
i	6236	5.7%
r	6205	5.6%
a	6094	5.5%
t	5158	4.7%
s	4230	3.8%
Other values (64)	40560	36.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	110257	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	11665	10.6%
n	9437	8.6%
e	7479	6.8%
o	6794	6.2%
c	6399	5.8%
i	6236	5.7%
r	6205	5.6%
a	6094	5.5%
t	5158	4.7%
s	4230	3.8%
Other values (64)	40560	36.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	110257	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	11665	10.6%
n	9437	8.6%
e	7479	6.8%
o	6794	6.2%
c	6399	5.8%
i	6236	5.7%
r	6205	5.6%
a	6094	5.5%
t	5158	4.7%
s	4230	3.8%
Other values (64)	40560	36.8%

Price
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	3682
Distinct (%)	70.6%
Missing	30
Missing (%)	0.6%
Infinite	0
Infinite (%)	0.0%
Mean	46.063046

Minimum	0.0503
Maximum	8506.24
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	41.1 KiB

Quantile statistics

Minimum	0.0503
5-th percentile	0.55109
Q1	3.45
median	12.07
Q3	38.9375
95-th percentile	183.215
Maximum	8506.24
Range	8506.1897
Interquartile range (IQR)	35.4875

Descriptive statistics

Standard deviation	169.38741
Coefficient of variation (CV)	3.6772951
Kurtosis	1259.4627
Mean	46.063046
Median Absolute Deviation (MAD)	10.52
Skewness	28.50315
Sum	240080.59
Variance	28692.095
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2821	38	0.7%
1.16	9	0.2%
1.02	8	0.2%
1.65	8	0.2%
1.4	8	0.2%
1.04	8	0.2%
1.06	8	0.2%
1.01	8	0.2%
1.1	7	0.1%
1.47	7	0.1%
Other values (3672)	5103	97.3%
(Missing)	30	0.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0503	1	< 0.1%
0.075	1	< 0.1%
0.076	1	< 0.1%
0.0766	1	< 0.1%
0.08	1	< 0.1%
0.0823	1	< 0.1%
0.092	1	< 0.1%
0.0933	1	< 0.1%
0.0945	1	< 0.1%
0.0978	1	< 0.1%

Value	Count	Frequency (%)
8506.24	1	< 0.1%
3443.05	1	< 0.1%
3120.25	1	< 0.1%
1974.15	1	< 0.1%
1883.62	1	< 0.1%
1752.25	1	< 0.1%
1701.48	1	< 0.1%
1521.92	1	< 0.1%
1397.26	1	< 0.1%
1259.41	1	< 0.1%

Market Cap (in M)
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	5201
Distinct (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10922.963

Minimum	0
Maximum	3287742.5
Zeros	3
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	41.1 KiB

Quantile statistics

Minimum	0
5-th percentile	6.8470457
Q1	90.571067
median	541.19488
Q3	3213.0706
95-th percentile	38082.25
Maximum	3287742.5
Range	3287742.5
Interquartile range (IQR)	3122.4996

Descriptive statistics

Standard deviation	89359.146
Coefficient of variation (CV)	8.1808524
Kurtosis	807.91229
Mean	10922.963
Median Absolute Deviation (MAD)	523.92255
Skewness	26.109293
Sum	57258171
Variance	7.985057 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21.11919333	38	0.7%
0	3	0.1%
203.84	2	< 0.1%
44.22	2	< 0.1%
1051.552692	1	< 0.1%
101.819299	1	< 0.1%
187.13	1	< 0.1%
1420.384117	1	< 0.1%
1300.036875	1	< 0.1%
2651.83368	1	< 0.1%
Other values (5191)	5191	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	0.1%
0.135	1	< 0.1%
0.202462083	1	< 0.1%
0.290874472	1	< 0.1%
0.3662907246	1	< 0.1%
0.5117001326	1	< 0.1%
0.6849636886	1	< 0.1%
0.6859719465	1	< 0.1%
0.727851	1	< 0.1%
0.7453370722	1	< 0.1%

Value	Count	Frequency (%)
3287742.486	1	< 0.1%
3017962.34	1	< 0.1%
2581647.096	1	< 0.1%
2024988.839	1	< 0.1%
1752130.051	1	< 0.1%
1309863.215	1	< 0.1%
847457.4806	1	< 0.1%
690133.0242	1	< 0.1%
638928.0644	1	< 0.1%
585534.9078	1	< 0.1%

P/E Ratio
Real number (ℝ)

MISSING SKEWED

Distinct	2713
Distinct (%)	99.8%
Missing	2523
Missing (%)	48.1%
Infinite	0
Infinite (%)	0.0%
Mean	60.361278

Minimum	0.0062
Maximum	21839.557
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	41.1 KiB

Quantile statistics

Minimum	0.0062
5-th percentile	3.10504
Q1	10.0497
median	18.5133
Q3	34.7327
95-th percentile	127.46075
Maximum	21839.557
Range	21839.551
Interquartile range (IQR)	24.683

Descriptive statistics

Standard deviation	513.07186
Coefficient of variation (CV)	8.5000165
Kurtosis	1328.882
Mean	60.361278
Median Absolute Deviation (MAD)	10.1041
Skewness	34.053336
Sum	164122.32
Variance	263242.74
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12.4093	2	< 0.1%
15.2663	2	< 0.1%
16.1532	2	< 0.1%
10.3985	2	< 0.1%
4.4923	2	< 0.1%
5.372	2	< 0.1%
3.0741	1	< 0.1%
8.1228	1	< 0.1%
60.109	1	< 0.1%
13.0303	1	< 0.1%
Other values (2703)	2703	51.6%
(Missing)	2523	48.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0062	1	< 0.1%
0.0203	1	< 0.1%
0.0302	1	< 0.1%
0.0406	1	< 0.1%
0.0578	1	< 0.1%
0.1099	1	< 0.1%
0.1138	1	< 0.1%
0.1795	1	< 0.1%
0.1814	1	< 0.1%
0.1884	1	< 0.1%

Value	Count	Frequency (%)
21839.5571	1	< 0.1%
12604.5649	1	< 0.1%
3923.2138	1	< 0.1%
3507.735	1	< 0.1%
2956.059	1	< 0.1%
2646.6441	1	< 0.1%
2163.2004	1	< 0.1%
2088.6392	1	< 0.1%
1789.4863	1	< 0.1%
1524.9309	1	< 0.1%

Beta
Real number (ℝ)

MISSING

Distinct	4828
Distinct (%)	99.2%
Missing	377
Missing (%)	7.2%
Infinite	0
Infinite (%)	0.0%
Mean	1.0547108

Minimum	-9.529384
Maximum	47.4254
Zeros	0
Zeros (%)	0.0%
Negative	521
Negative (%)	9.9%
Memory size	41.1 KiB

Quantile statistics

Minimum	-9.529384
5-th percentile	-0.30310412
Q1	0.41645133
median	0.9131638
Q3	1.5485908
95-th percentile	2.9387
Maximum	47.4254
Range	56.954784
Interquartile range (IQR)	1.1321395

Descriptive statistics

Standard deviation	1.3577471
Coefficient of variation (CV)	1.2873169
Kurtosis	292.84921
Mean	1.0547108
Median Absolute Deviation (MAD)	0.5561027
Skewness	9.2304202
Sum	5131.1682
Variance	1.8434772
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.87638956	38	0.7%
0.9319894	1	< 0.1%
0.76148	1	< 0.1%
1.289463	1	< 0.1%
0.93625027	1	< 0.1%
0.90106916	1	< 0.1%
0.8942454	1	< 0.1%
0.990637	1	< 0.1%
0.023227256	1	< 0.1%
0.21630187	1	< 0.1%
Other values (4818)	4818	91.9%
(Missing)	377	7.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9.529384	1	< 0.1%
-6.9775743	1	< 0.1%
-6.976032	1	< 0.1%
-5.8663783	1	< 0.1%
-5.5417604	1	< 0.1%
-5.3560877	1	< 0.1%
-4.9759016	1	< 0.1%
-4.6895614	1	< 0.1%
-4.5976734	1	< 0.1%
-4.5330396	1	< 0.1%

Value	Count	Frequency (%)
47.4254	1	< 0.1%
19.570795	1	< 0.1%
15.053838	1	< 0.1%
11.313087	1	< 0.1%
10.333447	1	< 0.1%
9.652831	1	< 0.1%
9.578695	1	< 0.1%
8.625989	1	< 0.1%
8.4484005	1	< 0.1%
8.446643	1	< 0.1%

Volume 52 weeks
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	5201
Distinct (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1387086.6

Minimum	0
Maximum	4.6049593 × 10⁸
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	41.1 KiB

Quantile statistics

Minimum	0
5-th percentile	12497.341
Q1	86673.909
median	349861.31
Q3	1083377.8
95-th percentile	5088915
Maximum	4.6049593 × 10⁸
Range	4.6049593 × 10⁸
Interquartile range (IQR)	996703.87

Descriptive statistics

Standard deviation	7455448.1
Coefficient of variation (CV)	5.3748974
Kurtosis	2757.5377
Mean	1387086.6
Median Absolute Deviation (MAD)	311472.02
Skewness	46.114082
Sum	7.2711079 × 10⁹
Variance	5.5583706 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
291535.3175	38	0.7%
6648.015873	2	< 0.1%
82251.5873	2	< 0.1%
0	2	< 0.1%
225453.9683	2	< 0.1%
78841.66667	1	< 0.1%
13591270.63	1	< 0.1%
273965.0794	1	< 0.1%
801371.4286	1	< 0.1%
25511.11111	1	< 0.1%
Other values (5191)	5191	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
156.5737052	1	< 0.1%
251.984127	1	< 0.1%
329.7619048	1	< 0.1%
343.484127	1	< 0.1%
364.0355731	1	< 0.1%
665.0873016	1	< 0.1%
777.7777778	1	< 0.1%
849.2063492	1	< 0.1%
935.059761	1	< 0.1%

Value	Count	Frequency (%)
460495926.5	1	< 0.1%
107475531.3	1	< 0.1%
60843084.92	1	< 0.1%
60546926.98	1	< 0.1%
56703451.59	1	< 0.1%
53449109.52	1	< 0.1%
53207215.08	1	< 0.1%
52205071.83	1	< 0.1%
49901964.06	1	< 0.1%
46498527.38	1	< 0.1%

Volume 1 month
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	5118
Distinct (%)	97.7%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	1567375.5

Minimum	0
Maximum	3.4773365 × 10⁸
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	41.1 KiB

Quantile statistics

Minimum	0
5-th percentile	8573.913
Q1	68804.348
median	331656.52
Q3	1160115.7
95-th percentile	6105630.4
Maximum	3.4773365 × 10⁸
Range	3.4773365 × 10⁸
Interquartile range (IQR)	1091311.3

Descriptive statistics

Standard deviation	6825485.1
Coefficient of variation (CV)	4.3547222
Kurtosis	1302.4378
Mean	1567375.5
Median Absolute Deviation (MAD)	304904.35
Skewness	28.678543
Sum	8.2146152 × 10⁹
Variance	4.6587247 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
51391.30435	39	0.7%
81686.95652	3	0.1%
52026.08696	3	0.1%
23152.17391	3	0.1%
606143.4783	2	< 0.1%
4356.521739	2	< 0.1%
1244960.87	2	< 0.1%
2143.478261	2	< 0.1%
307469.5652	2	< 0.1%
18326.08696	2	< 0.1%
Other values (5108)	5181	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
4.545454545	1	< 0.1%
17.39130435	1	< 0.1%
47.82608696	1	< 0.1%
65.2173913	1	< 0.1%
73.91304348	1	< 0.1%
125.0416667	1	< 0.1%
139.1304348	1	< 0.1%
181.8181818	1	< 0.1%
182.6086957	1	< 0.1%

Value	Count	Frequency (%)
347733646.8	1	< 0.1%
110366273.9	1	< 0.1%
108802565.2	1	< 0.1%
81539721.74	1	< 0.1%
78406543.48	1	< 0.1%
63759239.13	1	< 0.1%
60902782.61	1	< 0.1%
59622121.74	1	< 0.1%
58253669.57	1	< 0.1%
53438513.04	1	< 0.1%

52 Weeks High
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	3864
Distinct (%)	73.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	61.7658

Minimum	0.87
Maximum	14400
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	41.1 KiB

Quantile statistics

Minimum	0.87
5-th percentile	2.5
Q1	8.5
median	18.53
Q3	52.9875
95-th percentile	227.65374
Maximum	14400
Range	14399.13
Interquartile range (IQR)	44.4875

Descriptive statistics

Standard deviation	270.32817
Coefficient of variation (CV)	4.3766642
Kurtosis	1724.7247
Mean	61.7658
Median Absolute Deviation (MAD)	13.78
Skewness	36.296131
Sum	323776.33
Variance	73077.319
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.75	40	0.8%
14	9	0.2%
4	8	0.2%
13	8	0.2%
12	8	0.2%
2.05	8	0.2%
11.85	7	0.1%
12.5	7	0.1%
2.1	7	0.1%
3.6	7	0.1%
Other values (3854)	5133	97.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.87	1	< 0.1%
0.8999	2	< 0.1%
0.9039	1	< 0.1%
0.909	1	< 0.1%
0.93	1	< 0.1%
0.94	1	< 0.1%
0.98	2	< 0.1%
0.99	1	< 0.1%
1.01	1	< 0.1%
1.02	1	< 0.1%

Value	Count	Frequency (%)
14400	1	< 0.1%
8700	1	< 0.1%
4144.32	1	< 0.1%
3242.54	1	< 0.1%
2173.01	1	< 0.1%
1905.09	1	< 0.1%
1899.21	1	< 0.1%
1759.76	1	< 0.1%
1670.24	1	< 0.1%
1535.86	1	< 0.1%

52 Weeks Low
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	3639
Distinct (%)	69.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.842796

Minimum	0.0004
Maximum	5210.49
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	41.1 KiB

Quantile statistics

Minimum	0.0004
5-th percentile	0.40715
Q1	2.2325
median	9.705
Q3	27.8775
95-th percentile	134.164
Maximum	5210.49
Range	5210.4896
Interquartile range (IQR)	25.645

Descriptive statistics

Standard deviation	113.13881
Coefficient of variation (CV)	3.4448593
Kurtosis	948.62729
Mean	32.842796
Median Absolute Deviation (MAD)	8.455
Skewness	24.592222
Sum	172161.94
Variance	12800.391
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2801	38	0.7%
0.75	13	0.2%
1	11	0.2%
0.65	10	0.2%
1.21	9	0.2%
1.5	9	0.2%
1.04	9	0.2%
0.7	9	0.2%
1.1	9	0.2%
1.42	8	0.2%
Other values (3629)	5117	97.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0004	1	< 0.1%
0.0131	1	< 0.1%
0.038	1	< 0.1%
0.048	1	< 0.1%
0.056	1	< 0.1%
0.064	1	< 0.1%
0.07	1	< 0.1%
0.0712	1	< 0.1%
0.0734	1	< 0.1%
0.0767	1	< 0.1%

Value	Count	Frequency (%)
5210.49	1	< 0.1%
2735.3	1	< 0.1%
2379.02	1	< 0.1%
1401.0101	1	< 0.1%
1295.65	1	< 0.1%
1274.91	1	< 0.1%
1141.04	1	< 0.1%
930.72	1	< 0.1%
860.1	1	< 0.1%
811.99	1	< 0.1%

Exchange
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	2
Missing (%)	< 0.1%
Memory size	318.6 KiB

NASDAQ	3192
NYSE	2048

Length

Max length	6
Median length	6
Mean length	5.2183206
Min length	4

Characters and Unicode

Total characters	27344
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	NASDAQ
2nd row	NASDAQ
3rd row	NASDAQ
4th row	NASDAQ
5th row	NASDAQ

Common Values

Value	Count	Frequency (%)
NASDAQ	3192	60.9%
NYSE	2048	39.1%
(Missing)	2	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
nasdaq	3192	60.9%
nyse	2048	39.1%

Most occurring characters

Value	Count	Frequency (%)
A	6384	23.3%
N	5240	19.2%
S	5240	19.2%
D	3192	11.7%
Q	3192	11.7%
Y	2048	7.5%
E	2048	7.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	27344	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
A	6384	23.3%
N	5240	19.2%
S	5240	19.2%
D	3192	11.7%
Q	3192	11.7%
Y	2048	7.5%
E	2048	7.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	27344	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
A	6384	23.3%
N	5240	19.2%
S	5240	19.2%
D	3192	11.7%
Q	3192	11.7%
Y	2048	7.5%
E	2048	7.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	27344	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
A	6384	23.3%
N	5240	19.2%
S	5240	19.2%
D	3192	11.7%
Q	3192	11.7%
Y	2048	7.5%
E	2048	7.5%

Performance (52 weeks)
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	4991
Distinct (%)	99.1%
Missing	206
Missing (%)	3.9%
Infinite	0
Infinite (%)	0.0%
Mean	-0.0085887105

Minimum	-0.99985424
Maximum	33.280986
Zeros	0
Zeros (%)	0.0%
Negative	2477
Negative (%)	47.3%
Memory size	41.1 KiB

Quantile statistics

Minimum	-0.99985424
5-th percentile	-0.85228985
Q1	-0.34820409
median	0.010099031
Q3	0.21014827
95-th percentile	0.76468541
Maximum	33.280986
Range	34.28084
Interquartile range (IQR)	0.55835236

Descriptive statistics

Standard deviation	0.76752702
Coefficient of variation (CV)	-89.36464
Kurtosis	715.18945
Mean	-0.0085887105
Median Absolute Deviation (MAD)	0.25833254
Skewness	17.97954
Sum	-43.252746
Variance	0.58909772
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.7696988475	38	0.7%
0.387608379	2	< 0.1%
-0.06056350255	2	< 0.1%
-0.8042474026	2	< 0.1%
-0.5009512193	2	< 0.1%
-0.47592853	2	< 0.1%
-0.1670839982	2	< 0.1%
-0.7109845435	2	< 0.1%
0.07029265643	2	< 0.1%
0.4630629347	1	< 0.1%
Other values (4981)	4981	95.0%
(Missing)	206	3.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.9998542374	1	< 0.1%
-0.9994216567	1	< 0.1%
-0.9992965079	1	< 0.1%
-0.9982727312	1	< 0.1%
-0.9979352051	1	< 0.1%
-0.9973795645	1	< 0.1%
-0.9973444564	1	< 0.1%
-0.9966251513	1	< 0.1%
-0.9965653988	1	< 0.1%
-0.9964575223	1	< 0.1%

Value	Count	Frequency (%)
33.28098556	1	< 0.1%
8.725687571	1	< 0.1%
7.564530876	1	< 0.1%
7.492914449	1	< 0.1%
6.921500924	1	< 0.1%
5.897939474	1	< 0.1%
5.736607268	1	< 0.1%
5.64065769	1	< 0.1%
5.450054284	1	< 0.1%
5.299123385	1	< 0.1%

Country
Text

Distinct	52
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	302.2 KiB

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	10484
Distinct characters	25
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	11 ?
Unique (%)	0.2%

Sample

1st row	US
2nd row	US
3rd row	US
4th row	CN
5th row	US

Value	Count	Frequency (%)
us	4399	83.9%
cn	243	4.6%
il	86	1.6%
gb	66	1.3%
ca	60	1.1%
hk	51	1.0%
sg	48	0.9%
bm	32	0.6%
ie	31	0.6%
ky	25	0.5%
Other values (42)	201	3.8%

Most occurring characters

Value	Count	Frequency (%)
S	4457	42.5%
U	4431	42.3%
C	332	3.2%
N	260	2.5%
G	133	1.3%
I	128	1.2%
L	115	1.1%
B	111	1.1%
K	86	0.8%
A	82	0.8%
Other values (15)	349	3.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	10484	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
S	4457	42.5%
U	4431	42.3%
C	332	3.2%
N	260	2.5%
G	133	1.3%
I	128	1.2%
L	115	1.1%
B	111	1.1%
K	86	0.8%
A	82	0.8%
Other values (15)	349	3.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	10484	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
S	4457	42.5%
U	4431	42.3%
C	332	3.2%
N	260	2.5%
G	133	1.3%
I	128	1.2%
L	115	1.1%
B	111	1.1%
K	86	0.8%
A	82	0.8%
Other values (15)	349	3.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	10484	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
S	4457	42.5%
U	4431	42.3%
C	332	3.2%
N	260	2.5%
G	133	1.3%
I	128	1.2%
L	115	1.1%
B	111	1.1%
K	86	0.8%
A	82	0.8%
Other values (15)	349	3.3%

Chiffre d'affaires
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	4565
Distinct (%)	98.8%
Missing	620
Missing (%)	11.8%
Infinite	0
Infinite (%)	0.0%
Mean	1.3370507 × 10¹⁰

Minimum	-3.66072 × 10⁸
Maximum	3.4011754 × 10¹³
Zeros	0
Zeros (%)	0.0%
Negative	15
Negative (%)	0.3%
Memory size	41.1 KiB

Quantile statistics

Minimum	-3.66072 × 10⁸
5-th percentile	1943041.6
Q1	54345936
median	4.3610686 × 10⁸
Q3	2.3595636 × 10⁹
95-th percentile	1.9523509 × 10¹⁰
Maximum	3.4011754 × 10¹³
Range	3.401212 × 10¹³
Interquartile range (IQR)	2.3052176 × 10⁹

Descriptive statistics

Standard deviation	5.0213225 × 10¹¹
Coefficient of variation (CV)	37.555213
Kurtosis	4551.0369
Mean	1.3370507 × 10¹⁰
Median Absolute Deviation (MAD)	4.27379 × 10⁸
Skewness	67.222265
Sum	6.1798485 × 10¹³
Variance	2.5213679 × 10²³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
78335376	38	0.7%
500000	4	0.1%
6591000064	3	0.1%
124000	2	< 0.1%
22233000	2	< 0.1%
10000000	2	< 0.1%
85000	2	< 0.1%
143768992	2	< 0.1%
3500000	2	< 0.1%
7093000192	2	< 0.1%
Other values (4555)	4563	87.0%
(Missing)	620	11.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-366072000	1	< 0.1%
-130852000	1	< 0.1%
-98696000	1	< 0.1%
-75971000	1	< 0.1%
-65000000	1	< 0.1%
-59345000	1	< 0.1%
-38133000	1	< 0.1%
-21382000	1	< 0.1%
-11137000	1	< 0.1%
-9598000	1	< 0.1%

Value	Count	Frequency (%)
3.401175374 × 10¹³	1	< 0.1%
2.223509078 × 10¹²	1	< 0.1%
9.41168001 × 10¹¹	1	< 0.1%
6.68366209 × 10¹¹	1	< 0.1%
6.573319782 × 10¹¹	1	< 0.1%
6.043339981 × 10¹¹	1	< 0.1%
3.856030106 × 10¹¹	1	< 0.1%
3.854390067 × 10¹¹	1	< 0.1%
3.618549924 × 10¹¹	1	< 0.1%
3.451349893 × 10¹¹	1	< 0.1%

Résultat net
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	5022
Distinct (%)	98.5%
Missing	142
Missing (%)	2.7%
Infinite	0
Infinite (%)	0.0%
Mean	-1.0750059 × 10¹⁰

Minimum	-5.7899787 × 10¹³
Maximum	9.3358398 × 10¹¹
Zeros	0
Zeros (%)	0.0%
Negative	2345
Negative (%)	44.7%
Memory size	41.1 KiB

Quantile statistics

Minimum	-5.7899787 × 10¹³
5-th percentile	-2.7801 × 10⁸
Q1	-34705000
median	3077677.5
Q3	1.178485 × 10⁸
95-th percentile	1.7669966 × 10⁹
Maximum	9.3358398 × 10¹¹
Range	5.8833371 × 10¹³
Interquartile range (IQR)	1.525535 × 10⁸

Descriptive statistics

Standard deviation	8.1088196 × 10¹¹
Coefficient of variation (CV)	-75.430467
Kurtosis	5097.1231
Mean	-1.0750059 × 10¹⁰
Median Absolute Deviation (MAD)	61422464
Skewness	-71.38377
Sum	-5.48253 × 10¹³
Variance	6.5752955 × 10²³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-254352048	38	0.7%
1052000000	3	0.1%
714000000	3	0.1%
21383000	2	< 0.1%
-8167000	2	< 0.1%
-40105000	2	< 0.1%
650000000	2	< 0.1%
-9636000	2	< 0.1%
-1122000	2	< 0.1%
1560000000	2	< 0.1%
Other values (5012)	5042	96.2%
(Missing)	142	2.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-5.789978722 × 10¹³	1	< 0.1%
-2.160125542 × 10¹⁰	1	< 0.1%
-1.176899994 × 10¹⁰	1	< 0.1%
-9406706688	1	< 0.1%
-7966970880	1	< 0.1%
-6808999936	1	< 0.1%
-6541000192	1	< 0.1%
-5866999808	1	< 0.1%
-5810999808	1	< 0.1%
-5791000064	1	< 0.1%

Value	Count	Frequency (%)
9.335839785 × 10¹¹	1	< 0.1%
1.224190525 × 10¹¹	1	< 0.1%
1.019560018 × 10¹¹	1	< 0.1%
8.813599949 × 10¹⁰	1	< 0.1%
8.765699686 × 10¹⁰	1	< 0.1%
7.992333926 × 10¹⁰	1	< 0.1%
7.974100173 × 10¹⁰	1	< 0.1%
5.221699994 × 10¹⁰	1	< 0.1%
5.143400038 × 10¹⁰	1	< 0.1%
4.441899827 × 10¹⁰	1	< 0.1%

Sector
Categorical

MISSING

Distinct	11
Distinct (%)	0.2%
Missing	56
Missing (%)	1.1%
Memory size	360.2 KiB

Financial Services	1168
Healthcare	1052
Technology	750
Industrials	574
Consumer Cyclical	536
Other values (6)	1106

Length

Max length	22
Median length	18
Mean length	13.497686
Min length	6

Characters and Unicode

Total characters	69999
Distinct characters	31
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Industrials
2nd row	Healthcare
3rd row	Consumer Cyclical
4th row	Healthcare
5th row	Healthcare

Common Values

Value	Count	Frequency (%)
Financial Services	1168	22.3%
Healthcare	1052	20.1%
Technology	750	14.3%
Industrials	574	11.0%
Consumer Cyclical	536	10.2%
Real Estate	245	4.7%
Consumer Defensive	215	4.1%
Communication Services	210	4.0%
Energy	184	3.5%
Basic Materials	162	3.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
services	1378	17.8%
financial	1168	15.1%
healthcare	1052	13.6%
consumer	751	9.7%
technology	750	9.7%
industrials	574	7.4%
cyclical	536	6.9%
real	245	3.2%
estate	245	3.2%
defensive	215	2.8%
Other values (5)	808	10.5%

Most occurring characters

Value	Count	Frequency (%)
e	7932	11.3%
a	6736	9.6%
i	6053	8.6%
c	5792	8.3%
n	5230	7.5%
l	5113	7.3%
s	4151	5.9%
r	4101	5.9%
o	2671	3.8%
t	2668	3.8%
Other values (21)	19552	27.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	69999	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	7932	11.3%
a	6736	9.6%
i	6053	8.6%
c	5792	8.3%
n	5230	7.5%
l	5113	7.3%
s	4151	5.9%
r	4101	5.9%
o	2671	3.8%
t	2668	3.8%
Other values (21)	19552	27.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	69999	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	7932	11.3%
a	6736	9.6%
i	6053	8.6%
c	5792	8.3%
n	5230	7.5%
l	5113	7.3%
s	4151	5.9%
r	4101	5.9%
o	2671	3.8%
t	2668	3.8%
Other values (21)	19552	27.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	69999	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	7932	11.3%
a	6736	9.6%
i	6053	8.6%
c	5792	8.3%
n	5230	7.5%
l	5113	7.3%
s	4151	5.9%
r	4101	5.9%
o	2671	3.8%
t	2668	3.8%
Other values (21)	19552	27.9%

Industry
Text

MISSING

Distinct	145
Distinct (%)	2.8%
Missing	56
Missing (%)	1.1%
Memory size	387.8 KiB

Length

Max length	40
Median length	34
Mean length	19.202661
Min length	4

Characters and Unicode

Total characters	99585
Distinct characters	48
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3 ?
Unique (%)	0.1%

Sample

1st row	Industrial Distribution
2nd row	Biotechnology
3rd row	Apparel Manufacturing
4th row	Health Information Services
5th row	Medical Devices

Value	Count	Frequency (%)
	2341	17.7%
biotechnology	602	4.6%
services	466	3.5%
management	452	3.4%
asset	437	3.3%
software	367	2.8%
banks	327	2.5%
regional	322	2.4%
specialty	305	2.3%
medical	241	1.8%
Other values (189)	7330	55.6%

Most occurring characters

Value	Count	Frequency (%)
e	9967	10.0%
	8004	8.0%
i	7061	7.1%
t	7018	7.0%
a	6844	6.9%
n	6804	6.8%
o	5601	5.6%
s	5338	5.4%
r	4822	4.8%
c	4436	4.5%
Other values (38)	33690	33.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	99585	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	9967	10.0%
	8004	8.0%
i	7061	7.1%
t	7018	7.0%
a	6844	6.9%
n	6804	6.8%
o	5601	5.6%
s	5338	5.4%
r	4822	4.8%
c	4436	4.5%
Other values (38)	33690	33.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	99585	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	9967	10.0%
	8004	8.0%
i	7061	7.1%
t	7018	7.0%
a	6844	6.9%
n	6804	6.8%
o	5601	5.6%
s	5338	5.4%
r	4822	4.8%
c	4436	4.5%
Other values (38)	33690	33.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	99585	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	9967	10.0%
	8004	8.0%
i	7061	7.1%
t	7018	7.0%
a	6844	6.9%
n	6804	6.8%
o	5601	5.6%
s	5338	5.4%
r	4822	4.8%
c	4436	4.5%
Other values (38)	33690	33.8%

Price 52 Weeks Ago
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	4068
Distinct (%)	80.3%
Missing	177
Missing (%)	3.4%
Infinite	0
Infinite (%)	0.0%
Mean	46.685642

Minimum	0.30000001
Maximum	11250
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	41.1 KiB

Quantile statistics

Minimum	0.30000001
5-th percentile	1.36
Q1	6.0013294
median	13.5
Q3	38.990002
95-th percentile	170.63462
Maximum	11250
Range	11249.7
Interquartile range (IQR)	32.988672

Descriptive statistics

Standard deviation	213.2488
Coefficient of variation (CV)	4.56776
Kurtosis	1664.4797
Mean	46.685642
Median Absolute Deviation (MAD)	10.463427
Skewness	35.532223
Sum	236462.77
Variance	45475.052
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.220000029	46	0.9%
10.69999981	8	0.2%
1.679999948	8	0.2%
2.049999952	8	0.2%
4.199999809	7	0.1%
3.019999981	7	0.1%
12	7	0.1%
3.779999971	6	0.1%
5	6	0.1%
10.47000027	6	0.1%
Other values (4058)	4956	94.5%
(Missing)	177	3.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.3000000119	1	< 0.1%
0.400000006	1	< 0.1%
0.4300000072	1	< 0.1%
0.4379999936	1	< 0.1%
0.4799999893	1	< 0.1%
0.5009999871	1	< 0.1%
0.5099999905	1	< 0.1%
0.5170000196	1	< 0.1%
0.5210062861	1	< 0.1%
0.5320000052	1	< 0.1%

Value	Count	Frequency (%)
11250	1	< 0.1%
6156.72998	1	< 0.1%
3456	1	< 0.1%
3190.70166	1	< 0.1%
2483.830078	1	< 0.1%
1566.987183	1	< 0.1%
1506.199951	1	< 0.1%
1464.240601	1	< 0.1%
1330	1	< 0.1%
1239.800049	1	< 0.1%

Currency
Categorical

HIGH CORRELATION IMBALANCE

Distinct	24
Distinct (%)	0.5%
Missing	49
Missing (%)	0.9%
Memory size	307.1 KiB

USD	4930
CNY	147
EUR	33
BRL	12
CAD	11
Other values (19)	60

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	15579
Distinct characters	24
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	9 ?
Unique (%)	0.2%

Sample

1st row	USD
2nd row	USD
3rd row	USD
4th row	USD
5th row	USD

Common Values

Value	Count	Frequency (%)
USD	4930	94.0%
CNY	147	2.8%
EUR	33	0.6%
BRL	12	0.2%
CAD	11	0.2%
HKD	10	0.2%
GBP	9	0.2%
SGD	6	0.1%
AUD	6	0.1%
JPY	5	0.1%
Other values (14)	24	0.5%
(Missing)	49	0.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
usd	4930	94.9%
cny	147	2.8%
eur	33	0.6%
brl	12	0.2%
cad	11	0.2%
hkd	10	0.2%
gbp	9	0.2%
sgd	6	0.1%
aud	6	0.1%
jpy	5	0.1%
Other values (14)	24	0.5%

Most occurring characters

Value	Count	Frequency (%)
D	4971	31.9%
U	4970	31.9%
S	4937	31.7%
C	162	1.0%
N	155	1.0%
Y	155	1.0%
R	54	0.3%
E	36	0.2%
B	22	0.1%
A	18	0.1%
Other values (14)	99	0.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	15579	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
D	4971	31.9%
U	4970	31.9%
S	4937	31.7%
C	162	1.0%
N	155	1.0%
Y	155	1.0%
R	54	0.3%
E	36	0.2%
B	22	0.1%
A	18	0.1%
Other values (14)	99	0.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	15579	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
D	4971	31.9%
U	4970	31.9%
S	4937	31.7%
C	162	1.0%
N	155	1.0%
Y	155	1.0%
R	54	0.3%
E	36	0.2%
B	22	0.1%
A	18	0.1%
Other values (14)	99	0.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	15579	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
D	4971	31.9%
U	4970	31.9%
S	4937	31.7%
C	162	1.0%
N	155	1.0%
Y	155	1.0%
R	54	0.3%
E	36	0.2%
B	22	0.1%
A	18	0.1%
Other values (14)	99	0.6%

Total assets
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	5030
Distinct (%)	99.0%
Missing	160
Missing (%)	3.1%
Infinite	0
Infinite (%)	0.0%
Mean	1.5659815 × 10⁸

Minimum	1024
Maximum	1.52041 × 10¹⁰
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	41.1 KiB

Quantile statistics

Minimum	1024
5-th percentile	3674254
Q1	17236983
median	46916300
Q3	1.2131675 × 10⁸
95-th percentile	5.6981996 × 10⁸
Maximum	1.52041 × 10¹⁰
Range	1.5204099 × 10¹⁰
Interquartile range (IQR)	1.0407977 × 10⁸

Descriptive statistics

Standard deviation	5.2257139 × 10⁸
Coefficient of variation (CV)	3.3370215
Kurtosis	239.24707
Mean	1.5659815 × 10⁸
Median Absolute Deviation (MAD)	36443350
Skewness	12.74809
Sum	7.9583178 × 10¹¹
Variance	2.7308085 × 10¹⁷
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
41590200	38	0.7%
144976992	2	< 0.1%
106514000	2	< 0.1%
14000000	2	< 0.1%
28483600	2	< 0.1%
100625000	2	< 0.1%
37457200	2	< 0.1%
69067000	2	< 0.1%
21921800	2	< 0.1%
46608800	2	< 0.1%
Other values (5020)	5026	95.9%
(Missing)	160	3.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1024	1	< 0.1%
12443	1	< 0.1%
113809	1	< 0.1%
164495	1	< 0.1%
228025	1	< 0.1%
333008	1	< 0.1%
360600	1	< 0.1%
376141	1	< 0.1%
393449	1	< 0.1%
396368	1	< 0.1%

Value	Count	Frequency (%)
1.52041001 × 10¹⁰	1	< 0.1%
1.049559962 × 10¹⁰	1	< 0.1%
8910760000	1	< 0.1%
8043539968	1	< 0.1%
7759580160	1	< 0.1%
7433039872	1	< 0.1%
7170240000	1	< 0.1%
6478000000	1	< 0.1%
6365200000	1	< 0.1%
5858999808	1	< 0.1%

EPS Annual
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	5004
Distinct (%)	96.8%
Missing	72
Missing (%)	1.4%
Infinite	0
Infinite (%)	0.0%
Mean	-10.383446

Minimum	-27482.559
Maximum	11880.286
Zeros	5
Zeros (%)	0.1%
Negative	2446
Negative (%)	46.7%
Memory size	41.1 KiB

Quantile statistics

Minimum	-27482.559
5-th percentile	-8.815715
Q1	-1.1955
median	0.0831
Q3	2.046275
95-th percentile	9.05352
Maximum	11880.286
Range	39362.844
Interquartile range (IQR)	3.241775

Descriptive statistics

Standard deviation	553.6013
Coefficient of variation (CV)	-53.315758
Kurtosis	1982.8002
Mean	-10.383446
Median Absolute Deviation (MAD)	1.55655
Skewness	-39.023904
Sum	-53682.416
Variance	306474.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-4.2935	38	0.7%
0	5	0.1%
0.6003	3	0.1%
-0.0212	3	0.1%
-0.0396	3	0.1%
0.0198	3	0.1%
1.6269	2	< 0.1%
-0.3885	2	< 0.1%
-0.8787	2	< 0.1%
-0.1822	2	< 0.1%
Other values (4994)	5107	97.4%
(Missing)	72	1.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-27482.5587	1	< 0.1%
-24710.4779	1	< 0.1%
-5086.0393	1	< 0.1%
-2997.8	1	< 0.1%
-2181	1	< 0.1%
-1952.8796	1	< 0.1%
-1586.1632	1	< 0.1%
-1564.215	1	< 0.1%
-1018.2512	1	< 0.1%
-1008.1846	1	< 0.1%

Value	Count	Frequency (%)
11880.2857	1	< 0.1%
4380.6219	1	< 0.1%
2241.184	1	< 0.1%
788.6044	1	< 0.1%
463.3511	1	< 0.1%
201.4798	1	< 0.1%
149.2047	1	< 0.1%
133.0526	1	< 0.1%
117.4103	1	< 0.1%
92.8812	1	< 0.1%

Dividend Per Share Annual
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1960
Distinct (%)	77.1%
Missing	2699
Missing (%)	51.5%
Infinite	0
Infinite (%)	0.0%
Mean	2.5680843

Minimum	0
Maximum	2950.8354
Zeros	467
Zeros (%)	8.9%
Negative	0
Negative (%)	0.0%
Memory size	41.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.11335
median	0.7221
Q3	1.6024
95-th percentile	4.72019
Maximum	2950.8354
Range	2950.8354
Interquartile range (IQR)	1.48905

Descriptive statistics

Standard deviation	58.649084
Coefficient of variation (CV)	22.837679
Kurtosis	2515.1129
Mean	2.5680843
Median Absolute Deviation (MAD)	0.6847
Skewness	50.022654
Sum	6530.6384
Variance	3439.7151
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	467	8.9%
0.2	4	0.1%
0.0002	4	0.1%
1	3	0.1%
0.04	3	0.1%
0.2401	3	0.1%
0.2402	3	0.1%
1.36	3	0.1%
0.24	3	0.1%
0.6149	3	0.1%
Other values (1950)	2047	39.0%
(Missing)	2699	51.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	467	8.9%
0.0001	1	< 0.1%
0.0002	4	0.1%
0.0003	1	< 0.1%
0.0004	2	< 0.1%
0.0005	1	< 0.1%
0.0008	2	< 0.1%
0.0009	1	< 0.1%
0.001	1	< 0.1%
0.0012	1	< 0.1%

Value	Count	Frequency (%)
2950.8354	1	< 0.1%
140	1	< 0.1%
134.0642	1	< 0.1%
26.5818	1	< 0.1%
25.0042	1	< 0.1%
23.5369	1	< 0.1%
20.335	1	< 0.1%
20.2984	1	< 0.1%
19.7907	1	< 0.1%
19.5652	1	< 0.1%

EBITDA CAGR (5y)
Real number (ℝ)

MISSING SKEWED

Distinct	1998
Distinct (%)	80.8%
Missing	2769
Missing (%)	52.8%
Infinite	0
Infinite (%)	0.0%
Mean	85.115682

Minimum	-81.41
Maximum	189631.11
Zeros	0
Zeros (%)	0.0%
Negative	735
Negative (%)	14.0%
Memory size	41.1 KiB

Quantile statistics

Minimum	-81.41
5-th percentile	-21.392
Q1	-2.11
median	6.42
Q3	16.04
95-th percentile	41.608
Maximum	189631.11
Range	189712.52
Interquartile range (IQR)	18.15

Descriptive statistics

Standard deviation	3813.1647
Coefficient of variation (CV)	44.79979
Kurtosis	2472.8322
Mean	85.115682
Median Absolute Deviation (MAD)	9.14
Skewness	49.726739
Sum	210491.08
Variance	14540225
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.62	6	0.1%
-8.31	5	0.1%
-3.64	4	0.1%
5.74	4	0.1%
5.66	4	0.1%
1.65	4	0.1%
4.45	4	0.1%
8.44	4	0.1%
4.37	4	0.1%
11.65	4	0.1%
Other values (1988)	2430	46.4%
(Missing)	2769	52.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-81.41	1	< 0.1%
-75.69	1	< 0.1%
-64.67	1	< 0.1%
-58.66	1	< 0.1%
-55	1	< 0.1%
-54.22	1	< 0.1%
-51.79	1	< 0.1%
-49.8	1	< 0.1%
-48.62	1	< 0.1%
-48.04	1	< 0.1%

Value	Count	Frequency (%)
189631.11	1	< 0.1%
248.75	1	< 0.1%
211.04	1	< 0.1%
208.13	1	< 0.1%
160.43	1	< 0.1%
137.53	1	< 0.1%
135.05	1	< 0.1%
130.94	1	< 0.1%
127.74	1	< 0.1%
123.28	1	< 0.1%

EBITDA
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	4054
Distinct (%)	98.7%
Missing	1134
Missing (%)	21.6%
Infinite	0
Infinite (%)	0.0%
Mean	-6.0203895 × 10⁹

Minimum	-3.0704371 × 10¹³
Maximum	1.717253 × 10¹²
Zeros	0
Zeros (%)	0.0%
Negative	1621
Negative (%)	30.9%
Memory size	41.1 KiB

Quantile statistics

Minimum	-3.0704371 × 10¹³
5-th percentile	-1.9559475 × 10⁸
Q1	-17992500
median	32426000
Q3	4.27493 × 10⁸
95-th percentile	4.21065 × 10⁹
Maximum	1.717253 × 10¹²
Range	3.2421624 × 10¹³
Interquartile range (IQR)	4.454855 × 10⁸

Descriptive statistics

Standard deviation	4.798668 × 10¹¹
Coefficient of variation (CV)	-79.706937
Kurtosis	4081.0513
Mean	-6.0203895 × 10⁹
Median Absolute Deviation (MAD)	1.1092641 × 10⁸
Skewness	-63.766506
Sum	-2.473176 × 10¹³
Variance	2.3027215 × 10²³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-195594752	38	0.7%
1488999936	2	< 0.1%
-21442000	2	< 0.1%
102000000	2	< 0.1%
450000000	2	< 0.1%
280700000	2	< 0.1%
-274000000	2	< 0.1%
2894000128	2	< 0.1%
728000000	2	< 0.1%
-56512000	2	< 0.1%
Other values (4044)	4052	77.3%
(Missing)	1134	21.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-3.070437097 × 10¹³	1	< 0.1%
-1.942801613 × 10¹⁰	1	< 0.1%
-7924198912	1	< 0.1%
-7255211008	1	< 0.1%
-4800000000	1	< 0.1%
-4107000064	1	< 0.1%
-2722977024	1	< 0.1%
-2179000064	1	< 0.1%
-2116557952	1	< 0.1%
-1929326208	1	< 0.1%

Value	Count	Frequency (%)
1.717253046 × 10¹²	1	< 0.1%
1.832219935 × 10¹¹	1	< 0.1%
1.349113037 × 10¹¹	1	< 0.1%
1.317810012 × 10¹¹	1	< 0.1%
1.29433002 × 10¹¹	1	< 0.1%
1.154780037 × 10¹¹	1	< 0.1%
1.040490004 × 10¹¹	1	< 0.1%
7.817014477 × 10¹⁰	1	< 0.1%
7.477400371 × 10¹⁰	1	< 0.1%
7.090299699 × 10¹⁰	1	< 0.1%

ROI Annual
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	3661
Distinct (%)	71.2%
Missing	101
Missing (%)	1.9%
Infinite	0
Infinite (%)	0.0%
Mean	-62.676605

Minimum	-108880
Maximum	12633.08
Zeros	5
Zeros (%)	0.1%
Negative	2358
Negative (%)	45.0%
Memory size	41.1 KiB

Quantile statistics

Minimum	-108880
5-th percentile	-150.52
Q1	-22.79
median	1.19
Q3	8.3
95-th percentile	24.04
Maximum	12633.08
Range	121513.08
Interquartile range (IQR)	31.09

Descriptive statistics

Standard deviation	1700.8773
Coefficient of variation (CV)	-27.137356
Kurtosis	3349.2796
Mean	-62.676605
Median Absolute Deviation (MAD)	10.53
Skewness	-54.814428
Sum	-322220.43
Variance	2892983.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17.16	38	0.7%
4.53	8	0.2%
6.15	7	0.1%
4.19	7	0.1%
1.17	6	0.1%
1.32	6	0.1%
9.32	6	0.1%
3.7	6	0.1%
3.2	6	0.1%
6.2	6	0.1%
Other values (3651)	5045	96.2%
(Missing)	101	1.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-108880	1	< 0.1%
-41952.85	1	< 0.1%
-29104.88	1	< 0.1%
-9780	1	< 0.1%
-5196.477	1	< 0.1%
-5033.59	1	< 0.1%
-3715.82	1	< 0.1%
-3645.8	1	< 0.1%
-3304.87	1	< 0.1%
-3184.29	1	< 0.1%

Value	Count	Frequency (%)
12633.08	1	< 0.1%
2662.67	1	< 0.1%
1875.53	1	< 0.1%
1670	1	< 0.1%
1054.47	1	< 0.1%
737.69	1	< 0.1%
643.41	1	< 0.1%
445.65	1	< 0.1%
432.25	1	< 0.1%
307.73	1	< 0.1%

Ratio Debt/Equity (Annual)
Real number (ℝ)

MISSING SKEWED ZEROS

Distinct	3451
Distinct (%)	67.6%
Missing	139
Missing (%)	2.7%
Infinite	0
Infinite (%)	0.0%
Mean	1.9511451

Minimum	0
Maximum	848.9286
Zeros	1074
Zeros (%)	20.5%
Negative	0
Negative (%)	0.0%
Memory size	41.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.00965
median	0.3128
Q3	0.976
95-th percentile	5.645
Maximum	848.9286
Range	848.9286
Interquartile range (IQR)	0.96635

Descriptive statistics

Standard deviation	15.927773
Coefficient of variation (CV)	8.1632947
Kurtosis	1713.3263
Mean	1.9511451
Median Absolute Deviation (MAD)	0.3128
Skewness	36.327147
Sum	9956.6937
Variance	253.69395
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1074	20.5%
0.1031	38	0.7%
0.0002	10	0.2%
0.0001	9	0.2%
0.0005	7	0.1%
0.0006	6	0.1%
0.002	6	0.1%
0.0008	6	0.1%
0.0065	6	0.1%
0.004	6	0.1%
Other values (3441)	3935	75.1%
(Missing)	139	2.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1074	20.5%
0.0001	9	0.2%
0.0002	10	0.2%
0.0003	2	< 0.1%
0.0004	5	0.1%
0.0005	7	0.1%
0.0006	6	0.1%
0.0007	2	< 0.1%
0.0008	6	0.1%
0.0009	1	< 0.1%

Value	Count	Frequency (%)
848.9286	1	< 0.1%
439.3673	1	< 0.1%
262.3333	1	< 0.1%
255.8918	1	< 0.1%
181.8148	1	< 0.1%
165.6711	1	< 0.1%
136.576	1	< 0.1%
114.4921	1	< 0.1%
102.7736	1	< 0.1%
99.25	1	< 0.1%

Dividend Yield Indicated Annual
Real number (ℝ)

MISSING

Distinct	1723
Distinct (%)	96.4%
Missing	3454
Missing (%)	65.9%
Infinite	0
Infinite (%)	0.0%
Mean	3.6397948

Minimum	0
Maximum	37.974686
Zeros	52
Zeros (%)	1.0%
Negative	0
Negative (%)	0.0%
Memory size	41.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0.29014166
Q1	1.3074151
median	2.6693502
Q3	4.4594362
95-th percentile	11.382296
Maximum	37.974686
Range	37.974686
Interquartile range (IQR)	3.1520212

Descriptive statistics

Standard deviation	3.6877001
Coefficient of variation (CV)	1.0131615
Kurtosis	13.639232
Mean	3.6397948
Median Absolute Deviation (MAD)	1.5035975
Skewness	2.8080064
Sum	6507.9531
Variance	13.599132
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	52	1.0%
2.3501763	2	< 0.1%
3.937008	2	< 0.1%
9.208103	2	< 0.1%
1.7857141	2	< 0.1%
3.0464585	2	< 0.1%
0.44444445	2	< 0.1%
3.508772	2	< 0.1%
5.0377836	2	< 0.1%
1.7621145	2	< 0.1%
Other values (1713)	1718	32.8%
(Missing)	3454	65.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	52	1.0%
0.01611344	1	< 0.1%
0.02446483	1	< 0.1%
0.02486	1	< 0.1%
0.03518154	1	< 0.1%
0.0404408	1	< 0.1%
0.058823526	1	< 0.1%
0.061462812	1	< 0.1%
0.08841733	1	< 0.1%
0.09412973	1	< 0.1%

Value	Count	Frequency (%)
37.974686	1	< 0.1%
36.06557	1	< 0.1%
33.41772	1	< 0.1%
27.79828	1	< 0.1%
25.14142	1	< 0.1%
22.988506	1	< 0.1%
21.467888	1	< 0.1%
20.3789	1	< 0.1%
19.793814	1	< 0.1%
19.59184	1	< 0.1%

Auto

Heatmap
Table

	52 Weeks High	52 Weeks Low	Beta	Chiffre d'affaires	Currency	Dividend Per Share Annual	Dividend Yield Indicated Annual	EBITDA	EBITDA CAGR (5y)	EPS Annual	Exchange	Market Cap (in M)	P/E Ratio	Performance (52 weeks)	Price	Price 52 Weeks Ago	ROI Annual	Ratio Debt/Equity (Annual)	Résultat net	Sector	Total assets	Volume 1 month	Volume 52 weeks
52 Weeks High	1.000	0.875	-0.015	0.606	0.000	0.482	-0.488	0.568	0.250	0.535	0.006	0.716	0.212	0.340	0.888	0.963	0.477	0.198	0.527	0.000	0.208	0.301	0.243
52 Weeks Low	0.875	1.000	-0.113	0.673	0.000	0.540	-0.435	0.690	0.239	0.684	0.005	0.819	0.217	0.479	0.980	0.906	0.604	0.222	0.650	0.000	0.277	0.224	0.149
Beta	-0.015	-0.113	1.000	-0.051	0.047	-0.105	-0.107	-0.253	0.031	-0.235	0.155	0.045	0.114	-0.065	-0.077	-0.058	-0.257	-0.005	-0.240	0.128	0.158	0.254	0.274
Chiffre d'affaires	0.606	0.673	-0.051	1.000	0.998	0.329	-0.285	0.793	0.089	0.552	0.000	0.813	0.099	0.283	0.669	0.629	0.488	0.398	0.525	0.000	0.611	0.545	0.508
Currency	0.000	0.000	0.047	0.998	1.000	0.997	0.000	0.998	0.000	0.707	0.063	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.998	0.063	0.000	0.000	0.000
Dividend Per Share Annual	0.482	0.540	-0.105	0.329	0.997	1.000	0.220	0.527	0.088	0.510	0.000	0.448	-0.054	0.134	0.510	0.505	0.299	0.164	0.484	0.000	0.216	0.173	0.179
Dividend Yield Indicated Annual	-0.488	-0.435	-0.107	-0.285	0.000	0.220	1.000	-0.085	-0.188	-0.295	0.022	-0.303	-0.282	-0.233	-0.475	-0.446	-0.268	0.151	-0.253	0.134	-0.037	-0.065	-0.053
EBITDA	0.568	0.690	-0.253	0.793	0.998	0.527	-0.085	1.000	0.113	0.740	0.000	0.682	0.005	0.390	0.670	0.611	0.678	0.396	0.789	0.000	0.388	0.315	0.269
EBITDA CAGR (5y)	0.250	0.239	0.031	0.089	0.000	0.088	-0.188	0.113	1.000	0.357	0.000	0.176	-0.105	0.142	0.252	0.229	0.372	-0.031	0.268	0.000	0.017	0.045	0.032
EPS Annual	0.535	0.684	-0.235	0.552	0.707	0.510	-0.295	0.740	0.357	1.000	0.021	0.580	-0.369	0.385	0.660	0.576	0.825	0.161	0.817	0.018	0.238	0.129	0.078
Exchange	0.006	0.005	0.155	0.000	0.063	0.000	0.022	0.000	0.000	0.021	1.000	0.040	0.000	0.048	0.019	0.000	0.014	0.000	0.000	0.400	0.055	0.000	0.000
Market Cap (in M)	0.716	0.819	0.045	0.813	0.000	0.448	-0.303	0.682	0.176	0.580	0.040	1.000	0.239	0.492	0.837	0.720	0.490	0.308	0.549	0.026	0.716	0.603	0.553
P/E Ratio	0.212	0.217	0.114	0.099	0.000	-0.054	-0.282	0.005	-0.105	-0.369	0.000	0.239	1.000	0.193	0.238	0.209	-0.411	0.024	-0.092	0.042	0.104	0.109	0.097
Performance (52 weeks)	0.340	0.479	-0.065	0.283	0.000	0.134	-0.233	0.390	0.142	0.385	0.048	0.492	0.193	1.000	0.566	0.235	0.329	0.093	0.400	0.019	0.181	0.058	0.010
Price	0.888	0.980	-0.077	0.669	0.000	0.510	-0.475	0.670	0.252	0.660	0.019	0.837	0.238	0.566	1.000	0.891	0.578	0.225	0.628	0.000	0.288	0.252	0.175
Price 52 Weeks Ago	0.963	0.906	-0.058	0.629	0.000	0.505	-0.446	0.611	0.229	0.576	0.000	0.720	0.209	0.235	0.891	1.000	0.515	0.220	0.559	0.021	0.210	0.283	0.214
ROI Annual	0.477	0.604	-0.257	0.488	0.000	0.299	-0.268	0.678	0.372	0.825	0.014	0.490	-0.411	0.329	0.578	0.515	1.000	0.107	0.703	0.043	0.176	0.059	0.032
Ratio Debt/Equity (Annual)	0.198	0.222	-0.005	0.398	0.000	0.164	0.151	0.396	-0.031	0.161	0.000	0.308	0.024	0.093	0.225	0.220	0.107	1.000	0.176	0.017	0.273	0.254	0.239
Résultat net	0.527	0.650	-0.240	0.525	0.998	0.484	-0.253	0.789	0.268	0.817	0.000	0.549	-0.092	0.400	0.628	0.559	0.703	0.176	1.000	0.000	0.218	0.152	0.104
Sector	0.000	0.000	0.128	0.000	0.063	0.000	0.134	0.000	0.000	0.018	0.400	0.026	0.042	0.019	0.000	0.021	0.043	0.017	0.000	1.000	0.045	0.000	0.019
Total assets	0.208	0.277	0.158	0.611	0.000	0.216	-0.037	0.388	0.017	0.238	0.055	0.716	0.104	0.181	0.288	0.210	0.176	0.273	0.218	0.045	1.000	0.765	0.771
Volume 1 month	0.301	0.224	0.254	0.545	0.000	0.173	-0.065	0.315	0.045	0.129	0.000	0.603	0.109	0.058	0.252	0.283	0.059	0.254	0.152	0.000	0.765	1.000	0.936
Volume 52 weeks	0.243	0.149	0.274	0.508	0.000	0.179	-0.053	0.269	0.032	0.078	0.000	0.553	0.097	0.010	0.175	0.214	0.032	0.239	0.104	0.019	0.771	0.936	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	Symbol	Company Name	Price	Market Cap (in M)	P/E Ratio	Beta	Volume 52 weeks	Volume 1 month	52 Weeks High	52 Weeks Low	Exchange	Performance (52 weeks)	Country	Chiffre d'affaires	Résultat net	Sector	Industry	Price 52 Weeks Ago	Currency	Total assets	EPS Annual	Dividend Per Share Annual	EBITDA CAGR (5y)	EBITDA	ROI Annual	Ratio Debt/Equity (Annual)	Dividend Yield Indicated Annual
0	TRNS	Transcat Inc	116.2900	1051.552692	74.8157	0.931989	5.090984e+04	7.298288e+04	147.115	84.450	NASDAQ	0.211360	US	2.655900e+08	15106000.0	Industrials	Industrial Distribution	96.050003	USD	2.553100e+07	1.6340	NaN	14.88	36794000.0	5.95	0.0185	NaN
1	ACRV	Acrivon Therapeutics Inc	7.1800	217.991134	NaN	0.711853	2.340076e+05	7.426779e+04	12.850	3.190	NASDAQ	-0.381850	US	NaN	-64118000.0	Healthcare	Biotechnology	11.600000	USD	1.320950e+08	-2.7352	NaN	NaN	-69743000.0	-49.83	0.0000	NaN
2	COLM	Columbia Sportswear Co	81.8350	4781.357487	18.8361	0.628373	4.619039e+05	5.568954e+05	87.230	66.010	NASDAQ	0.098148	US	3.385903e+09	227407008.0	Consumer Cyclical	Apparel Manufacturing	74.540024	USD	1.250472e+09	4.0929	1.2030	1.65	421724992.0	12.97	0.0000	1.491239
3	ZCMD	Zhongchao Inc	1.4900	12.008726	NaN	-1.479883	3.614145e+05	1.164410e+06	12.000	1.000	NASDAQ	-0.873369	CN	1.943394e+07	-11335911.0	Healthcare	Health Information Services	11.700000	USD	NaN	-4.3550	NaN	NaN	-4902353.0	-62.95	0.0000	NaN
4	MOVE	Movano Inc	0.3714	36.525224	NaN	1.216491	1.513081e+05	2.487234e+05	1.400	0.266	NASDAQ	-0.715289	US	8.520000e+05	-27907000.0	Healthcare	Medical Devices	1.300000	USD	3.505800e+07	-0.6339	NaN	NaN	-28069000.0	-837.14	0.0142	NaN
5	NMIH	NMI Holdings Inc	37.2400	2955.058424	9.1295	0.678791	5.305636e+05	5.543996e+05	42.000	25.640	NASDAQ	0.280151	US	6.179140e+08	348496992.0	Financial Services	Insurance - Specialty	29.110001	USD	NaN	3.8413	NaN	23.30	496424000.0	13.86	0.2064	NaN
6	GNTA	Genenta Science SPA	4.5635	81.703059	NaN	-1.192499	5.514391e+03	2.803921e+04	6.100	2.200	NASDAQ	-0.199875	IT	NaN	-11645455.0	Healthcare	Biotechnology	5.700000	EUR	NaN	-0.6393	NaN	NaN	-11690489.0	-57.00	0.0000	NaN
7	ALLR	Allarity Therapeutics Inc	0.1426	6.204360	NaN	3.290210	2.291709e+06	9.179877e+06	46.600	0.138	NASDAQ	-0.996625	US	NaN	-12823000.0	Healthcare	Biotechnology	41.599998	USD	NaN	-119.6080	NaN	NaN	-16895000.0	-285.88	1.9720	NaN
8	RRBI	Red River Bancshares Inc	49.3300	341.050025	9.6682	0.651340	9.616577e+03	1.154975e+04	58.000	42.780	NASDAQ	-0.004805	US	1.049270e+08	32488000.0	Financial Services	Banks - Regional	49.567513	USD	NaN	4.8566	0.3203	8.47	NaN	11.48	0.0000	0.736950
9	HCKT	Hackett Group Inc	25.5550	711.356492	20.4976	0.404137	9.765614e+04	1.270293e+05	27.680	20.230	NASDAQ	0.090217	US	2.974240e+08	34749000.0	Technology	Information Technology Services	23.445827	USD	5.962300e+07	1.2357	0.4420	7.93	59527000.0	27.81	0.3631	1.707412

	Symbol	Company Name	Price	Market Cap (in M)	P/E Ratio	Beta	Volume 52 weeks	Volume 1 month	52 Weeks High	52 Weeks Low	Exchange	Performance (52 weeks)	Country	Chiffre d'affaires	Résultat net	Sector	Industry	Price 52 Weeks Ago	Currency	Total assets	EPS Annual	Dividend Per Share Annual	EBITDA CAGR (5y)	EBITDA	ROI Annual	Ratio Debt/Equity (Annual)	Dividend Yield Indicated Annual
5232	IVZ	Invesco Ltd	16.1600	7272.524128	NaN	1.201363	4.633188e+06	4.554791e+06	18.28	12.4800	NYSE	0.027753	US	5.814000e+09	-337200000.0	Financial Services	Asset Management	15.724797	USD	450032000.0	-0.2131	1.3150	NaN	1.050800e+09	-0.42	0.5899	5.209657
5233	FBP	First BanCorp	19.7400	3285.271025	10.8473	0.928211	1.117185e+06	1.213457e+06	22.12	12.7150	NYSE	0.347341	PR	8.751180e+08	310807008.0	Financial Services	Banks - Regional	14.663054	USD	163864992.0	1.7094	0.5663	15.24000	NaN	18.25	0.1080	3.258656
5234	SNDA	Sonida Senior Living Inc	29.3600	418.113320	NaN	0.884568	1.800198e+04	2.690000e+04	34.26	6.8900	NYSE	1.992714	US	2.395880e+08	-23029000.0	Healthcare	Medical Care Facilities	9.840000	USD	14240900.0	-3.1104	0.0000	-1.16000	2.636500e+07	-3.80	64.9138	NaN
5235	MSD	Morgan Stanley Emerging Markets Debt Fund Inc	7.6000	153.450000	NaN	NaN	8.012738e+04	7.786522e+04	7.76	6.1100	NYSE	0.309895	US	1.492400e+07	16991000.0	Financial Services	Asset Management	5.806285	USD	20190300.0	-1.8436	NaN	NaN	NaN	-24.25	0.0052	NaN
5236	COHR	Coherent Corp	63.3400	9656.880542	NaN	3.423148	2.326590e+06	2.209304e+06	80.91	28.4700	NYSE	0.403250	US	4.598377e+09	-414567008.0	Technology	Scientific & Technical Instruments	45.180000	USD	152460992.0	-1.8859	NaN	30.66927	7.353950e+08	-2.24	0.5989	NaN
5237	TWLO	Twilio Inc	60.4100	9701.836400	NaN	1.528249	2.782786e+06	2.422213e+06	78.16	49.8561	NYSE	-0.024610	US	4.239172e+09	-594321984.0	Technology	Software - Infrastructure	61.930000	USD	160600000.0	-5.5389	NaN	NaN	3.837300e+07	-9.46	0.1034	NaN
5238	NaN	Nano Labs Ltd	0.2821	21.119193	NaN	0.876390	2.915353e+05	5.139130e+04	4.75	0.2801	NASDAQ	-0.769699	CN	7.833538e+07	-254352048.0	Technology	Semiconductors	1.220000	CNY	41590200.0	-4.2935	NaN	NaN	-1.955948e+08	17.16	0.1031	NaN
5239	NaN	Nano Labs Ltd	0.2821	21.119193	NaN	0.876390	2.915353e+05	5.139130e+04	4.75	0.2801	NASDAQ	-0.769699	CN	7.833538e+07	-254352048.0	Technology	Semiconductors	1.220000	CNY	41590200.0	-4.2935	NaN	NaN	-1.955948e+08	17.16	0.1031	NaN
5240	NaN	Nano Labs Ltd	0.2821	21.119193	NaN	0.876390	2.915353e+05	5.139130e+04	4.75	0.2801	NASDAQ	-0.769699	CN	7.833538e+07	-254352048.0	Technology	Semiconductors	1.220000	CNY	41590200.0	-4.2935	NaN	NaN	-1.955948e+08	17.16	0.1031	NaN
5241	NaN	Nano Labs Ltd	0.2821	21.119193	NaN	0.876390	2.915353e+05	5.139130e+04	4.75	0.2801	NASDAQ	-0.769699	CN	7.833538e+07	-254352048.0	Technology	Semiconductors	1.220000	CNY	41590200.0	-4.2935	NaN	NaN	-1.955948e+08	17.16	0.1031	NaN

Most frequently occurring

	Symbol	Company Name	Price	Market Cap (in M)	P/E Ratio	Beta	Volume 52 weeks	Volume 1 month	52 Weeks High	52 Weeks Low	Exchange	Performance (52 weeks)	Country	Chiffre d'affaires	Résultat net	Sector	Industry	Price 52 Weeks Ago	Currency	Total assets	EPS Annual	Dividend Per Share Annual	EBITDA CAGR (5y)	EBITDA	ROI Annual	Ratio Debt/Equity (Annual)	Dividend Yield Indicated Annual	# duplicates
0	NaN	Nano Labs Ltd	0.2821	21.119193	NaN	0.87639	291535.31746	51391.304348	4.75	0.2801	NASDAQ	-0.769699	CN	78335376.0	-254352048.0	Technology	Semiconductors	1.22	CNY	41590200.0	-4.2935	NaN	NaN	-195594752.0	17.16	0.1031	NaN	38

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions